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    Chapter and Conference Paper

    Scaling Simulation-to-Real Transfer by Learning Composable Robot Skills

    We present a novel solution to the problem of simulation-to-real transfer, which builds on recent advances in robot skill decomposition. Rather than focusing on minimizing the simulation-reality gap, we learn ...

    Ryan Julian, Eric Heiden, Zhanpeng He in Proceedings of the 2018 International Symp… (2020)

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    Chapter and Conference Paper

    Confidence-Rich Grid Map**

    Occupancy grids are a common framework in robotics for creating a spatial map of the environment. Traditional grid map** algorithms assume that map voxel occupancies are independent of each other. In additio...

    Ali-akbar Agha-mohammadi, Eric Heiden, Karol Hausman, Gaurav Sukhatme in Robotics Research (2020)

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    Chapter and Conference Paper

    Generalizing Regras** with Supervised Policy Learning

    We present a method for learning a general regras** behavior by using supervised policy learning. First, we use reinforcement learning to learn linear regras** policies, with a small number of parameters, ...

    Yevgen Chebotar, Karol Hausman in 2016 International Symposium on Experiment… (2017)

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    Chapter

    Cooperative Control for Target Tracking with Onboard Sensing

    We consider the cooperative control of a team of robots to estimate the position of a moving target using onboard sensing. In particular, we do not assume that the robot positions are known, but estimate their...

    Karol Hausman, Jörg Müller, Abishek Hariharan, Nora Ayanian in Experimental Robotics (2016)

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    Chapter

    Interactive Segmentation of Textured and Textureless Objects

    This article describes interactive object segmentation for autonomous service robots acting in human living environments. The proposed system allows a robot to effectively segment textured and textureless obje...

    Karol Hausman, Dejan Pangercic in Handling Uncertainty and Networked Structu… (2015)